Dataset statistics
| Number of variables | 38 |
|---|---|
| Number of observations | 1481 |
| Missing cells | 94 |
| Missing cells (%) | 0.2% |
| Duplicate rows | 7 |
| Duplicate rows (%) | 0.5% |
| Total size in memory | 1.4 MiB |
| Average record size in memory | 984.3 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 15 |
| Categorical | 19 |
| Boolean | 3 |
EmployeeCount has constant value "1.0" | Constant |
Over18 has constant value "True" | Constant |
StandardHours has constant value "80.0" | Constant |
| Dataset has 7 (0.5%) duplicate rows | Duplicates |
Age is highly overall correlated with AgeGroup and 1 other fields | High correlation |
AgeGroup is highly overall correlated with Age | High correlation |
Department is highly overall correlated with EducationField and 1 other fields | High correlation |
EducationField is highly overall correlated with Department | High correlation |
JobLevel is highly overall correlated with JobRole and 3 other fields | High correlation |
JobRole is highly overall correlated with Department and 2 other fields | High correlation |
MaritalStatus is highly overall correlated with StockOptionLevel | High correlation |
MonthlyIncome is highly overall correlated with JobLevel and 2 other fields | High correlation |
PercentSalaryHike is highly overall correlated with PerformanceRating | High correlation |
PerformanceRating is highly overall correlated with PercentSalaryHike | High correlation |
SalarySlab is highly overall correlated with JobLevel and 3 other fields | High correlation |
StockOptionLevel is highly overall correlated with MaritalStatus | High correlation |
TotalWorkingYears is highly overall correlated with Age and 4 other fields | High correlation |
YearsAtCompany is highly overall correlated with TotalWorkingYears and 3 other fields | High correlation |
YearsInCurrentRole is highly overall correlated with YearsAtCompany and 2 other fields | High correlation |
YearsSinceLastPromotion is highly overall correlated with YearsAtCompany and 1 other fields | High correlation |
YearsWithCurrManager is highly overall correlated with YearsAtCompany and 1 other fields | High correlation |
YearsWithCurrManager has 58 (3.9%) missing values | Missing |
NumCompaniesWorked has 200 (13.5%) zeros | Zeros |
TrainingTimesLastYear has 55 (3.7%) zeros | Zeros |
YearsAtCompany has 44 (3.0%) zeros | Zeros |
YearsInCurrentRole has 244 (16.5%) zeros | Zeros |
YearsSinceLastPromotion has 586 (39.6%) zeros | Zeros |
YearsWithCurrManager has 253 (17.1%) zeros | Zeros |
Reproduction
| Analysis started | 2024-08-26 16:04:13.943197 |
|---|---|
| Analysis finished | 2024-08-26 16:04:43.840563 |
| Duration | 29.9 seconds |
| Software version | ydata-profiling vv4.9.0 |
| Download configuration | config.json |
EmpID
Text
| Distinct | 1471 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 90.3 KiB |
Length
| Max length | 23 |
|---|---|
| Median length | 5 |
| Mean length | 5.3369345 |
| Min length | 5 |
Characters and Unicode
| Total characters | 7904 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1461 ? |
|---|---|
| Unique (%) | 98.6% |
Sample
| 1st row | RM297 |
|---|---|
| 2nd row | RM302 |
| 3rd row | RM458 |
| 4th row | RM728 |
| 5th row | RM829 |
| Value | Count | Frequency (%) |
| rm1467 | 2 | 0.1% |
| rm1470 | 2 | 0.1% |
| rm1462 | 2 | 0.1% |
| rm1465 | 2 | 0.1% |
| rm1463 | 2 | 0.1% |
| rm1461 | 2 | 0.1% |
| pandas | 2 | 0.1% |
| rm1466 | 2 | 0.1% |
| rm1468 | 2 | 0.1% |
| rm1469 | 2 | 0.1% |
| Other values (1463) | 1464 |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 1480 | |
| M | 1480 | |
| 1 | 979 | |
| 2 | 498 | 6.3% |
| 3 | 498 | 6.3% |
| 0 | 496 | 6.3% |
| 4 | 479 | 6.1% |
| 6 | 407 | 5.1% |
| 5 | 398 | 5.0% |
| 7 | 390 | 4.9% |
| Other values (13) | 799 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4921 | |
| Uppercase Letter | 2960 | |
| Lowercase Letter | 20 | 0.3% |
| Space Separator | 3 | < 0.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 979 | |
| 2 | 498 | |
| 3 | 498 | |
| 0 | 496 | |
| 4 | 479 | |
| 6 | 407 | |
| 5 | 398 | |
| 7 | 390 | 7.9% |
| 8 | 388 | 7.9% |
| 9 | 388 | 7.9% |
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 5 | |
| p | 3 | |
| s | 3 | |
| n | 2 | 10.0% |
| d | 2 | 10.0% |
| i | 1 | 5.0% |
| m | 1 | 5.0% |
| o | 1 | 5.0% |
| r | 1 | 5.0% |
| t | 1 | 5.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 1480 | |
| M | 1480 |
Space Separator
| Value | Count | Frequency (%) |
| 3 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4924 | |
| Latin | 2980 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| R | 1480 | |
| M | 1480 | |
| a | 5 | 0.2% |
| p | 3 | 0.1% |
| s | 3 | 0.1% |
| n | 2 | 0.1% |
| d | 2 | 0.1% |
| i | 1 | < 0.1% |
| m | 1 | < 0.1% |
| o | 1 | < 0.1% |
| Other values (2) | 2 | 0.1% |
Common
| Value | Count | Frequency (%) |
| 1 | 979 | |
| 2 | 498 | |
| 3 | 498 | |
| 0 | 496 | |
| 4 | 479 | |
| 6 | 407 | |
| 5 | 398 | |
| 7 | 390 | 7.9% |
| 8 | 388 | 7.9% |
| 9 | 388 | 7.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7904 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| R | 1480 | |
| M | 1480 | |
| 1 | 979 | |
| 2 | 498 | 6.3% |
| 3 | 498 | 6.3% |
| 0 | 496 | 6.3% |
| 4 | 479 | 6.1% |
| 6 | 407 | 5.1% |
| 5 | 398 | 5.0% |
| 7 | 390 | 4.9% |
| Other values (13) | 799 |
Age
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 43 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.917568 |
| Minimum | 18 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 30 |
| median | 36 |
| Q3 | 43 |
| 95-th percentile | 54 |
| Maximum | 60 |
| Range | 42 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.1285591 |
|---|---|
| Coefficient of variation (CV) | 0.2472687 |
| Kurtosis | -0.40511436 |
| Mean | 36.917568 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.41435485 |
| Sum | 54638 |
| Variance | 83.33059 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 35 | 78 | 5.3% |
| 34 | 78 | 5.3% |
| 36 | 70 | 4.7% |
| 31 | 70 | 4.7% |
| 29 | 69 | 4.7% |
| 32 | 61 | 4.1% |
| 30 | 60 | 4.1% |
| 38 | 58 | 3.9% |
| 33 | 58 | 3.9% |
| 40 | 57 | 3.8% |
| Other values (33) | 821 |
| Value | Count | Frequency (%) |
| 18 | 8 | 0.5% |
| 19 | 9 | 0.6% |
| 20 | 11 | 0.7% |
| 21 | 13 | 0.9% |
| 22 | 16 | 1.1% |
| 23 | 14 | 0.9% |
| 24 | 26 | |
| 25 | 26 | |
| 26 | 40 | |
| 27 | 49 |
| Value | Count | Frequency (%) |
| 60 | 5 | 0.3% |
| 59 | 10 | |
| 58 | 14 | |
| 57 | 4 | 0.3% |
| 56 | 14 | |
| 55 | 22 | |
| 54 | 18 | |
| 53 | 19 | |
| 52 | 18 | |
| 51 | 19 |
AgeGroup
Categorical
HIGH CORRELATION 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 89.7 KiB |
| 26-35 | |
|---|---|
| 36-45 | |
| 46-55 | |
| 18-25 | |
| 55+ | 47 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.9364865 |
| Min length | 3 |
Characters and Unicode
| Total characters | 7306 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 18-25 |
|---|---|
| 2nd row | 18-25 |
| 3rd row | 18-25 |
| 4th row | 18-25 |
| 5th row | 18-25 |
Common Values
| Value | Count | Frequency (%) |
| 26-35 | 611 | |
| 36-45 | 471 | |
| 46-55 | 228 | 15.4% |
| 18-25 | 123 | 8.3% |
| 55+ | 47 | 3.2% |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 26-35 | 611 | |
| 36-45 | 471 | |
| 46-55 | 228 | 15.4% |
| 18-25 | 123 | 8.3% |
| 55 | 47 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 1755 | |
| - | 1433 | |
| 6 | 1310 | |
| 3 | 1082 | |
| 2 | 734 | |
| 4 | 699 | 9.6% |
| 1 | 123 | 1.7% |
| 8 | 123 | 1.7% |
| + | 47 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5826 | |
| Dash Punctuation | 1433 | 19.6% |
| Math Symbol | 47 | 0.6% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 1755 | |
| 6 | 1310 | |
| 3 | 1082 | |
| 2 | 734 | |
| 4 | 699 | 12.0% |
| 1 | 123 | 2.1% |
| 8 | 123 | 2.1% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1433 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 47 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7306 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 5 | 1755 | |
| - | 1433 | |
| 6 | 1310 | |
| 3 | 1082 | |
| 2 | 734 | |
| 4 | 699 | 9.6% |
| 1 | 123 | 1.7% |
| 8 | 123 | 1.7% |
| + | 47 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7306 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 5 | 1755 | |
| - | 1433 | |
| 6 | 1310 | |
| 3 | 1082 | |
| 2 | 734 | |
| 4 | 699 | 9.6% |
| 1 | 123 | 1.7% |
| 8 | 123 | 1.7% |
| + | 47 | 0.6% |
Attrition
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 3.0 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 1 |
| Value | Count | Frequency (%) |
| False | 1242 | |
| True | 238 | 16.1% |
| (Missing) | 1 | 0.1% |
BusinessTravel
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 102.0 KiB |
| Travel_Rarely | |
|---|---|
| Travel_Frequently | |
| Non-Travel | |
| TravelRarely | 8 |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 13.442568 |
| Min length | 10 |
Characters and Unicode
| Total characters | 19895 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Travel_Rarely |
|---|---|
| 2nd row | Travel_Rarely |
| 3rd row | Travel_Frequently |
| 4th row | Non-Travel |
| 5th row | Non-Travel |
Common Values
| Value | Count | Frequency (%) |
| Travel_Rarely | 1042 | |
| Travel_Frequently | 279 | 18.8% |
| Non-Travel | 151 | 10.2% |
| TravelRarely | 8 | 0.5% |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| travel_rarely | 1042 | |
| travel_frequently | 279 | 18.9% |
| non-travel | 151 | 10.2% |
| travelrarely | 8 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3088 | |
| r | 2809 | |
| l | 2809 | |
| a | 2530 | |
| T | 1480 | |
| v | 1480 | |
| y | 1329 | |
| _ | 1321 | |
| R | 1050 | 5.3% |
| n | 430 | 2.2% |
| Other values (7) | 1569 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 15463 | |
| Uppercase Letter | 2960 | 14.9% |
| Connector Punctuation | 1321 | 6.6% |
| Dash Punctuation | 151 | 0.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 3088 | |
| r | 2809 | |
| l | 2809 | |
| a | 2530 | |
| v | 1480 | |
| y | 1329 | |
| n | 430 | 2.8% |
| q | 279 | 1.8% |
| u | 279 | 1.8% |
| t | 279 | 1.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 1480 | |
| R | 1050 | |
| F | 279 | 9.4% |
| N | 151 | 5.1% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 1321 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 151 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 18423 | |
| Common | 1472 | 7.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 3088 | |
| r | 2809 | |
| l | 2809 | |
| a | 2530 | |
| T | 1480 | |
| v | 1480 | |
| y | 1329 | |
| R | 1050 | 5.7% |
| n | 430 | 2.3% |
| F | 279 | 1.5% |
| Other values (5) | 1139 | 6.2% |
Common
| Value | Count | Frequency (%) |
| _ | 1321 | |
| - | 151 | 10.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19895 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 3088 | |
| r | 2809 | |
| l | 2809 | |
| a | 2530 | |
| T | 1480 | |
| v | 1480 | |
| y | 1329 | |
| _ | 1321 | |
| R | 1050 | 5.3% |
| n | 430 | 2.2% |
| Other values (7) | 1569 |
DailyRate
Real number (ℝ)
| Distinct | 886 |
|---|---|
| Distinct (%) | 59.9% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 801.38446 |
| Minimum | 102 |
|---|---|
| Maximum | 1499 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 102 |
|---|---|
| 5-th percentile | 163.95 |
| Q1 | 465 |
| median | 800 |
| Q3 | 1157 |
| 95-th percentile | 1423.1 |
| Maximum | 1499 |
| Range | 1397 |
| Interquartile range (IQR) | 692 |
Descriptive statistics
| Standard deviation | 403.12699 |
|---|---|
| Coefficient of variation (CV) | 0.50303819 |
| Kurtosis | -1.2019026 |
| Mean | 801.38446 |
| Median Absolute Deviation (MAD) | 346 |
| Skewness | 0.0002461452 |
| Sum | 1186049 |
| Variance | 162511.37 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 691 | 6 | 0.4% |
| 1082 | 5 | 0.3% |
| 1329 | 5 | 0.3% |
| 530 | 5 | 0.3% |
| 408 | 5 | 0.3% |
| 329 | 5 | 0.3% |
| 350 | 4 | 0.3% |
| 715 | 4 | 0.3% |
| 1125 | 4 | 0.3% |
| 977 | 4 | 0.3% |
| Other values (876) | 1433 |
| Value | Count | Frequency (%) |
| 102 | 1 | 0.1% |
| 103 | 1 | 0.1% |
| 104 | 1 | 0.1% |
| 105 | 1 | 0.1% |
| 106 | 1 | 0.1% |
| 107 | 1 | 0.1% |
| 109 | 1 | 0.1% |
| 111 | 3 | |
| 115 | 1 | 0.1% |
| 116 | 2 |
| Value | Count | Frequency (%) |
| 1499 | 1 | 0.1% |
| 1498 | 1 | 0.1% |
| 1496 | 2 | |
| 1495 | 3 | |
| 1492 | 1 | 0.1% |
| 1490 | 4 | |
| 1488 | 1 | 0.1% |
| 1485 | 3 | |
| 1482 | 1 | 0.1% |
| 1480 | 2 |
Department
Categorical
HIGH CORRELATION 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 106.5 KiB |
| Research & Development | |
|---|---|
| Sales | |
| Human Resources | 63 |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 16.533108 |
| Min length | 5 |
Characters and Unicode
| Total characters | 24469 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Research & Development |
|---|---|
| 2nd row | Sales |
| 3rd row | Sales |
| 4th row | Research & Development |
| 5th row | Research & Development |
Common Values
| Value | Count | Frequency (%) |
| Research & Development | 967 | |
| Sales | 450 | |
| Human Resources | 63 | 4.3% |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| research | 967 | |
| 967 | ||
| development | 967 | |
| sales | 450 | |
| human | 63 | 1.8% |
| resources | 63 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5411 | |
| 1997 | 8.2% | |
| s | 1543 | 6.3% |
| a | 1480 | 6.0% |
| l | 1417 | 5.8% |
| R | 1030 | 4.2% |
| r | 1030 | 4.2% |
| c | 1030 | 4.2% |
| n | 1030 | 4.2% |
| m | 1030 | 4.2% |
| Other values (10) | 7471 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 18995 | |
| Uppercase Letter | 2510 | 10.3% |
| Space Separator | 1997 | 8.2% |
| Other Punctuation | 967 | 4.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 5411 | |
| s | 1543 | 8.1% |
| a | 1480 | 7.8% |
| l | 1417 | 7.5% |
| r | 1030 | 5.4% |
| c | 1030 | 5.4% |
| n | 1030 | 5.4% |
| m | 1030 | 5.4% |
| o | 1030 | 5.4% |
| p | 967 | 5.1% |
| Other values (4) | 3027 |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 1030 | |
| D | 967 | |
| S | 450 | |
| H | 63 | 2.5% |
Space Separator
| Value | Count | Frequency (%) |
| 1997 |
Other Punctuation
| Value | Count | Frequency (%) |
| & | 967 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 21505 | |
| Common | 2964 | 12.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 5411 | |
| s | 1543 | 7.2% |
| a | 1480 | 6.9% |
| l | 1417 | 6.6% |
| R | 1030 | 4.8% |
| r | 1030 | 4.8% |
| c | 1030 | 4.8% |
| n | 1030 | 4.8% |
| m | 1030 | 4.8% |
| o | 1030 | 4.8% |
| Other values (8) | 5474 |
Common
| Value | Count | Frequency (%) |
| 1997 | ||
| & | 967 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24469 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 5411 | |
| 1997 | 8.2% | |
| s | 1543 | 6.3% |
| a | 1480 | 6.0% |
| l | 1417 | 5.8% |
| R | 1030 | 4.2% |
| r | 1030 | 4.2% |
| c | 1030 | 4.2% |
| n | 1030 | 4.2% |
| m | 1030 | 4.2% |
| Other values (10) | 7471 |
DistanceFromHome
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.2202703 |
| Minimum | 1 |
|---|---|
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 7 |
| Q3 | 14 |
| 95-th percentile | 26 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.1312007 |
|---|---|
| Coefficient of variation (CV) | 0.88188312 |
| Kurtosis | -0.23714194 |
| Mean | 9.2202703 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.95614522 |
| Sum | 13646 |
| Variance | 66.116425 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 212 | |
| 1 | 208 | |
| 10 | 86 | 5.8% |
| 9 | 85 | 5.7% |
| 3 | 84 | 5.7% |
| 7 | 84 | 5.7% |
| 8 | 81 | 5.5% |
| 5 | 67 | 4.5% |
| 4 | 65 | 4.4% |
| 6 | 60 | 4.1% |
| Other values (19) | 448 |
| Value | Count | Frequency (%) |
| 1 | 208 | |
| 2 | 212 | |
| 3 | 84 | 5.7% |
| 4 | 65 | 4.4% |
| 5 | 67 | 4.5% |
| 6 | 60 | 4.1% |
| 7 | 84 | 5.7% |
| 8 | 81 | 5.5% |
| 9 | 85 | |
| 10 | 86 |
| Value | Count | Frequency (%) |
| 29 | 27 | |
| 28 | 25 | |
| 27 | 12 | |
| 26 | 25 | |
| 25 | 25 | |
| 24 | 29 | |
| 23 | 28 | |
| 22 | 19 | |
| 21 | 18 | |
| 20 | 25 |
Education
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 86.9 KiB |
| 3.0 | |
|---|---|
| 4.0 | |
| 2.0 | |
| 1.0 | |
| 5.0 | 48 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4440 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 3.0 |
| 4th row | 2.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 578 | |
| 4.0 | 399 | |
| 2.0 | 283 | |
| 1.0 | 172 | 11.6% |
| 5.0 | 48 | 3.2% |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 578 | |
| 4.0 | 399 | |
| 2.0 | 283 | |
| 1.0 | 172 | 11.6% |
| 5.0 | 48 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 3 | 578 | 13.0% |
| 4 | 399 | 9.0% |
| 2 | 283 | 6.4% |
| 1 | 172 | 3.9% |
| 5 | 48 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2960 | |
| Other Punctuation | 1480 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1480 | |
| 3 | 578 | 19.5% |
| 4 | 399 | 13.5% |
| 2 | 283 | 9.6% |
| 1 | 172 | 5.8% |
| 5 | 48 | 1.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1480 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4440 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 3 | 578 | 13.0% |
| 4 | 399 | 9.0% |
| 2 | 283 | 6.4% |
| 1 | 172 | 3.9% |
| 5 | 48 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4440 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 3 | 578 | 13.0% |
| 4 | 399 | 9.0% |
| 2 | 283 | 6.4% |
| 1 | 172 | 3.9% |
| 5 | 48 | 1.1% |
EducationField
Categorical
HIGH CORRELATION 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 97.8 KiB |
| Life Sciences | |
|---|---|
| Medical | |
| Marketing | |
| Technical Degree | |
| Other |
Length
| Max length | 16 |
|---|---|
| Median length | 15 |
| Mean length | 10.514865 |
| Min length | 5 |
Characters and Unicode
| Total characters | 15562 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Life Sciences |
|---|---|
| 2nd row | Medical |
| 3rd row | Marketing |
| 4th row | Life Sciences |
| 5th row | Medical |
Common Values
| Value | Count | Frequency (%) |
| Life Sciences | 607 | |
| Medical | 470 | |
| Marketing | 161 | 10.9% |
| Technical Degree | 132 | 8.9% |
| Other | 83 | 5.6% |
| Human Resources | 27 | 1.8% |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| life | 607 | |
| sciences | 607 | |
| medical | 470 | |
| marketing | 161 | 7.2% |
| technical | 132 | 5.9% |
| degree | 132 | 5.9% |
| other | 83 | 3.7% |
| human | 27 | 1.2% |
| resources | 27 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3117 | |
| i | 1977 | |
| c | 1975 | |
| n | 927 | 6.0% |
| a | 790 | 5.1% |
| 766 | 4.9% | |
| s | 661 | 4.2% |
| M | 631 | 4.1% |
| L | 607 | 3.9% |
| f | 607 | 3.9% |
| Other values (16) | 3504 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 12550 | |
| Uppercase Letter | 2246 | 14.4% |
| Space Separator | 766 | 4.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 3117 | |
| i | 1977 | |
| c | 1975 | |
| n | 927 | 7.4% |
| a | 790 | 6.3% |
| s | 661 | 5.3% |
| f | 607 | 4.8% |
| l | 602 | 4.8% |
| d | 470 | 3.7% |
| r | 403 | 3.2% |
| Other values (7) | 1021 | 8.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 631 | |
| L | 607 | |
| S | 607 | |
| T | 132 | 5.9% |
| D | 132 | 5.9% |
| O | 83 | 3.7% |
| H | 27 | 1.2% |
| R | 27 | 1.2% |
Space Separator
| Value | Count | Frequency (%) |
| 766 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 14796 | |
| Common | 766 | 4.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 3117 | |
| i | 1977 | |
| c | 1975 | |
| n | 927 | 6.3% |
| a | 790 | 5.3% |
| s | 661 | 4.5% |
| M | 631 | 4.3% |
| L | 607 | 4.1% |
| f | 607 | 4.1% |
| S | 607 | 4.1% |
| Other values (15) | 2897 |
Common
| Value | Count | Frequency (%) |
| 766 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 15562 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 3117 | |
| i | 1977 | |
| c | 1975 | |
| n | 927 | 6.0% |
| a | 790 | 5.1% |
| 766 | 4.9% | |
| s | 661 | 4.2% |
| M | 631 | 4.1% |
| L | 607 | 3.9% |
| f | 607 | 3.9% |
| Other values (16) | 3504 |
EmployeeCount
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 86.9 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4440 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 1480 | |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 1480 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1480 | |
| . | 1480 | |
| 0 | 1480 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2960 | |
| Other Punctuation | 1480 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1480 | |
| 0 | 1480 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1480 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4440 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1480 | |
| . | 1480 | |
| 0 | 1480 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4440 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1480 | |
| . | 1480 | |
| 0 | 1480 |
EmployeeNumber
Real number (ℝ)
| Distinct | 1470 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1031.8608 |
| Minimum | 1 |
|---|---|
| Maximum | 2068 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 96.95 |
| Q1 | 493.75 |
| median | 1027.5 |
| Q3 | 1568.25 |
| 95-th percentile | 1979.05 |
| Maximum | 2068 |
| Range | 2067 |
| Interquartile range (IQR) | 1074.5 |
Descriptive statistics
| Standard deviation | 605.95505 |
|---|---|
| Coefficient of variation (CV) | 0.58724495 |
| Kurtosis | -1.22439 |
| Mean | 1031.8608 |
| Median Absolute Deviation (MAD) | 536 |
| Skewness | 0.015233897 |
| Sum | 1527154 |
| Variance | 367181.52 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2062 | 2 | 0.1% |
| 2055 | 2 | 0.1% |
| 2057 | 2 | 0.1% |
| 2065 | 2 | 0.1% |
| 2064 | 2 | 0.1% |
| 2061 | 2 | 0.1% |
| 2068 | 2 | 0.1% |
| 2054 | 2 | 0.1% |
| 2056 | 2 | 0.1% |
| 2060 | 2 | 0.1% |
| Other values (1460) | 1460 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 13 | 1 |
| Value | Count | Frequency (%) |
| 2068 | 2 | |
| 2065 | 2 | |
| 2064 | 2 | |
| 2062 | 2 | |
| 2061 | 2 | |
| 2060 | 2 | |
| 2057 | 2 | |
| 2056 | 2 | |
| 2055 | 2 | |
| 2054 | 2 |
EnvironmentSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 86.9 KiB |
| 3.0 | |
|---|---|
| 4.0 | |
| 2.0 | |
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4440 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 4.0 |
| 3rd row | 2.0 |
| 4th row | 2.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 454 | |
| 4.0 | 451 | |
| 2.0 | 291 | |
| 1.0 | 284 | |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 454 | |
| 4.0 | 451 | |
| 2.0 | 291 | |
| 1.0 | 284 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 3 | 454 | 10.2% |
| 4 | 451 | 10.2% |
| 2 | 291 | 6.6% |
| 1 | 284 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2960 | |
| Other Punctuation | 1480 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1480 | |
| 3 | 454 | 15.3% |
| 4 | 451 | 15.2% |
| 2 | 291 | 9.8% |
| 1 | 284 | 9.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1480 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4440 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 3 | 454 | 10.2% |
| 4 | 451 | 10.2% |
| 2 | 291 | 6.6% |
| 1 | 284 | 6.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4440 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 3 | 454 | 10.2% |
| 4 | 451 | 10.2% |
| 2 | 291 | 6.6% |
| 1 | 284 | 6.4% |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 89.5 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.7986486 |
| Min length | 4 |
Characters and Unicode
| Total characters | 7102 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Female |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 889 | |
| Female | 591 | |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 889 | |
| female | 591 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2071 | |
| a | 1480 | |
| l | 1480 | |
| M | 889 | |
| F | 591 | 8.3% |
| m | 591 | 8.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5622 | |
| Uppercase Letter | 1480 | 20.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 2071 | |
| a | 1480 | |
| l | 1480 | |
| m | 591 | 10.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 889 | |
| F | 591 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7102 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 2071 | |
| a | 1480 | |
| l | 1480 | |
| M | 889 | |
| F | 591 | 8.3% |
| m | 591 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7102 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 2071 | |
| a | 1480 | |
| l | 1480 | |
| M | 889 | |
| F | 591 | 8.3% |
| m | 591 | 8.3% |
HourlyRate
Real number (ℝ)
| Distinct | 71 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.84527 |
| Minimum | 30 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 48 |
| median | 66 |
| Q3 | 83 |
| 95-th percentile | 97 |
| Maximum | 100 |
| Range | 70 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 20.328266 |
|---|---|
| Coefficient of variation (CV) | 0.3087278 |
| Kurtosis | -1.1959639 |
| Mean | 65.84527 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | -0.03180389 |
| Sum | 97451 |
| Variance | 413.23838 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 42 | 29 | 2.0% |
| 66 | 29 | 2.0% |
| 48 | 28 | 1.9% |
| 98 | 28 | 1.9% |
| 84 | 28 | 1.9% |
| 87 | 27 | 1.8% |
| 79 | 27 | 1.8% |
| 57 | 27 | 1.8% |
| 96 | 27 | 1.8% |
| 52 | 26 | 1.8% |
| Other values (61) | 1204 |
| Value | Count | Frequency (%) |
| 30 | 20 | |
| 31 | 15 | |
| 32 | 24 | |
| 33 | 19 | |
| 34 | 12 | |
| 35 | 18 | |
| 36 | 18 | |
| 37 | 18 | |
| 38 | 13 | |
| 39 | 18 |
| Value | Count | Frequency (%) |
| 100 | 19 | |
| 99 | 20 | |
| 98 | 28 | |
| 97 | 21 | |
| 96 | 27 | |
| 95 | 23 | |
| 94 | 22 | |
| 93 | 16 | |
| 92 | 25 | |
| 91 | 18 |
JobInvolvement
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 86.9 KiB |
| 3.0 | |
|---|---|
| 2.0 | |
| 4.0 | |
| 1.0 | 83 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4440 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 3.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 869 | |
| 2.0 | 381 | |
| 4.0 | 147 | 9.9% |
| 1.0 | 83 | 5.6% |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 869 | |
| 2.0 | 381 | |
| 4.0 | 147 | 9.9% |
| 1.0 | 83 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 3 | 869 | |
| 2 | 381 | 8.6% |
| 4 | 147 | 3.3% |
| 1 | 83 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2960 | |
| Other Punctuation | 1480 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1480 | |
| 3 | 869 | |
| 2 | 381 | 12.9% |
| 4 | 147 | 5.0% |
| 1 | 83 | 2.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1480 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4440 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 3 | 869 | |
| 2 | 381 | 8.6% |
| 4 | 147 | 3.3% |
| 1 | 83 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4440 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 3 | 869 | |
| 2 | 381 | 8.6% |
| 4 | 147 | 3.3% |
| 1 | 83 | 1.9% |
JobLevel
Categorical
HIGH CORRELATION 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 86.9 KiB |
| 1.0 | |
|---|---|
| 2.0 | |
| 3.0 | |
| 4.0 | |
| 5.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4440 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 545 | |
| 2.0 | 539 | |
| 3.0 | 220 | |
| 4.0 | 107 | 7.2% |
| 5.0 | 69 | 4.7% |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 545 | |
| 2.0 | 539 | |
| 3.0 | 220 | |
| 4.0 | 107 | 7.2% |
| 5.0 | 69 | 4.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 1 | 545 | 12.3% |
| 2 | 539 | 12.1% |
| 3 | 220 | 5.0% |
| 4 | 107 | 2.4% |
| 5 | 69 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2960 | |
| Other Punctuation | 1480 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1480 | |
| 1 | 545 | 18.4% |
| 2 | 539 | 18.2% |
| 3 | 220 | 7.4% |
| 4 | 107 | 3.6% |
| 5 | 69 | 2.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1480 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4440 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 1 | 545 | 12.3% |
| 2 | 539 | 12.1% |
| 3 | 220 | 5.0% |
| 4 | 107 | 2.4% |
| 5 | 69 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4440 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 1 | 545 | 12.3% |
| 2 | 539 | 12.1% |
| 3 | 220 | 5.0% |
| 4 | 107 | 2.4% |
| 5 | 69 | 1.6% |
JobRole
Categorical
HIGH CORRELATION 
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 108.7 KiB |
| Sales Executive | |
|---|---|
| Research Scientist | |
| Laboratory Technician | |
| Manufacturing Director | |
| Healthcare Representative | |
| Other values (4) |
Length
| Max length | 25 |
|---|---|
| Median length | 21 |
| Mean length | 18.07973 |
| Min length | 7 |
Characters and Unicode
| Total characters | 26758 |
|---|---|
| Distinct characters | 29 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Laboratory Technician |
|---|---|
| 2nd row | Sales Representative |
| 3rd row | Sales Representative |
| 4th row | Research Scientist |
| 5th row | Laboratory Technician |
Common Values
| Value | Count | Frequency (%) |
| Sales Executive | 329 | |
| Research Scientist | 293 | |
| Laboratory Technician | 261 | |
| Manufacturing Director | 147 | |
| Healthcare Representative | 132 | |
| Manager | 102 | 6.9% |
| Sales Representative | 84 | 5.7% |
| Research Director | 80 | 5.4% |
| Human Resources | 52 | 3.5% |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| sales | 413 | |
| research | 373 | |
| executive | 329 | |
| scientist | 293 | |
| laboratory | 261 | |
| technician | 261 | |
| director | 227 | |
| representative | 216 | |
| manufacturing | 147 | 5.1% |
| healthcare | 132 | 4.6% |
| Other values (3) | 206 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3932 | |
| a | 2599 | 9.7% |
| t | 2114 | 7.9% |
| c | 2075 | 7.8% |
| i | 2027 | 7.6% |
| r | 1998 | 7.5% |
| n | 1479 | 5.5% |
| s | 1399 | 5.2% |
| 1378 | 5.1% | |
| o | 801 | 3.0% |
| Other values (19) | 6956 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 22522 | |
| Uppercase Letter | 2858 | 10.7% |
| Space Separator | 1378 | 5.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 3932 | |
| a | 2599 | |
| t | 2114 | |
| c | 2075 | |
| i | 2027 | |
| r | 1998 | |
| n | 1479 | 6.6% |
| s | 1399 | 6.2% |
| o | 801 | 3.6% |
| h | 766 | 3.4% |
| Other values (10) | 3332 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 706 | |
| R | 641 | |
| E | 329 | |
| L | 261 | 9.1% |
| T | 261 | 9.1% |
| M | 249 | 8.7% |
| D | 227 | 7.9% |
| H | 184 | 6.4% |
Space Separator
| Value | Count | Frequency (%) |
| 1378 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 25380 | |
| Common | 1378 | 5.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 3932 | |
| a | 2599 | |
| t | 2114 | 8.3% |
| c | 2075 | 8.2% |
| i | 2027 | 8.0% |
| r | 1998 | 7.9% |
| n | 1479 | 5.8% |
| s | 1399 | 5.5% |
| o | 801 | 3.2% |
| h | 766 | 3.0% |
| Other values (18) | 6190 |
Common
| Value | Count | Frequency (%) |
| 1378 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26758 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 3932 | |
| a | 2599 | 9.7% |
| t | 2114 | 7.9% |
| c | 2075 | 7.8% |
| i | 2027 | 7.6% |
| r | 1998 | 7.5% |
| n | 1479 | 5.5% |
| s | 1399 | 5.2% |
| 1378 | 5.1% | |
| o | 801 | 3.0% |
| Other values (19) | 6956 |
JobSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 86.9 KiB |
| 4.0 | |
|---|---|
| 3.0 | |
| 1.0 | |
| 2.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4440 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 2.0 |
| 4th row | 4.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 4.0 | 461 | |
| 3.0 | 444 | |
| 1.0 | 293 | |
| 2.0 | 282 | |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4.0 | 461 | |
| 3.0 | 444 | |
| 1.0 | 293 | |
| 2.0 | 282 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 4 | 461 | 10.4% |
| 3 | 444 | 10.0% |
| 1 | 293 | 6.6% |
| 2 | 282 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2960 | |
| Other Punctuation | 1480 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1480 | |
| 4 | 461 | 15.6% |
| 3 | 444 | 15.0% |
| 1 | 293 | 9.9% |
| 2 | 282 | 9.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1480 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4440 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 4 | 461 | 10.4% |
| 3 | 444 | 10.0% |
| 1 | 293 | 6.6% |
| 2 | 282 | 6.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4440 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 4 | 461 | 10.4% |
| 3 | 444 | 10.0% |
| 1 | 293 | 6.6% |
| 2 | 282 | 6.4% |
MaritalStatus
Categorical
HIGH CORRELATION 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 92.5 KiB |
| Married | |
|---|---|
| Single | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.902027 |
| Min length | 6 |
Characters and Unicode
| Total characters | 10215 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Single |
|---|---|
| 2nd row | Single |
| 3rd row | Single |
| 4th row | Single |
| 5th row | Single |
Common Values
| Value | Count | Frequency (%) |
| Married | 679 | |
| Single | 473 | |
| Divorced | 328 | |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 679 | |
| single | 473 | |
| divorced | 328 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1686 | |
| i | 1480 | |
| e | 1480 | |
| d | 1007 | |
| M | 679 | |
| a | 679 | |
| S | 473 | 4.6% |
| n | 473 | 4.6% |
| g | 473 | 4.6% |
| l | 473 | 4.6% |
| Other values (4) | 1312 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 8735 | |
| Uppercase Letter | 1480 | 14.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 1686 | |
| i | 1480 | |
| e | 1480 | |
| d | 1007 | |
| a | 679 | |
| n | 473 | 5.4% |
| g | 473 | 5.4% |
| l | 473 | 5.4% |
| v | 328 | 3.8% |
| o | 328 | 3.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 679 | |
| S | 473 | |
| D | 328 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10215 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 1686 | |
| i | 1480 | |
| e | 1480 | |
| d | 1007 | |
| M | 679 | |
| a | 679 | |
| S | 473 | 4.6% |
| n | 473 | 4.6% |
| g | 473 | 4.6% |
| l | 473 | 4.6% |
| Other values (4) | 1312 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10215 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 1686 | |
| i | 1480 | |
| e | 1480 | |
| d | 1007 | |
| M | 679 | |
| a | 679 | |
| S | 473 | 4.6% |
| n | 473 | 4.6% |
| g | 473 | 4.6% |
| l | 473 | 4.6% |
| Other values (4) | 1312 |
MonthlyIncome
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1349 |
|---|---|
| Distinct (%) | 91.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6504.9858 |
| Minimum | 1009 |
|---|---|
| Maximum | 19999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 1009 |
|---|---|
| 5-th percentile | 2098.9 |
| Q1 | 2922.25 |
| median | 4933 |
| Q3 | 8383.75 |
| 95-th percentile | 17782.85 |
| Maximum | 19999 |
| Range | 18990 |
| Interquartile range (IQR) | 5461.5 |
Descriptive statistics
| Standard deviation | 4700.2614 |
|---|---|
| Coefficient of variation (CV) | 0.7225629 |
| Kurtosis | 1.0046516 |
| Mean | 6504.9858 |
| Median Absolute Deviation (MAD) | 2209 |
| Skewness | 1.3672165 |
| Sum | 9627379 |
| Variance | 22092457 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6142 | 4 | 0.3% |
| 2342 | 4 | 0.3% |
| 2610 | 3 | 0.2% |
| 6347 | 3 | 0.2% |
| 2380 | 3 | 0.2% |
| 2404 | 3 | 0.2% |
| 5562 | 3 | 0.2% |
| 2451 | 3 | 0.2% |
| 2741 | 3 | 0.2% |
| 2559 | 3 | 0.2% |
| Other values (1339) | 1448 |
| Value | Count | Frequency (%) |
| 1009 | 1 | |
| 1051 | 1 | |
| 1052 | 1 | |
| 1081 | 1 | |
| 1091 | 1 | |
| 1102 | 1 | |
| 1118 | 1 | |
| 1129 | 1 | |
| 1200 | 1 | |
| 1223 | 1 |
| Value | Count | Frequency (%) |
| 19999 | 1 | |
| 19973 | 1 | |
| 19943 | 1 | |
| 19926 | 1 | |
| 19859 | 1 | |
| 19847 | 1 | |
| 19845 | 1 | |
| 19833 | 1 | |
| 19740 | 1 | |
| 19717 | 1 |
SalarySlab
Categorical
HIGH CORRELATION 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 91.9 KiB |
| Upto 5k | |
|---|---|
| 5k-10k | |
| 10k-15k | |
| 15k+ |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.4304054 |
| Min length | 4 |
Characters and Unicode
| Total characters | 9517 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Upto 5k |
|---|---|
| 2nd row | Upto 5k |
| 3rd row | Upto 5k |
| 4th row | Upto 5k |
| 5th row | Upto 5k |
Common Values
| Value | Count | Frequency (%) |
| Upto 5k | 753 | |
| 5k-10k | 444 | |
| 10k-15k | 150 | 10.1% |
| 15k+ | 133 | 9.0% |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| upto | 753 | |
| 5k | 753 | |
| 5k-10k | 444 | |
| 10k-15k | 150 | 6.7% |
| 15k | 133 | 6.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| k | 2074 | |
| 5 | 1480 | |
| 1 | 877 | |
| U | 753 | 7.9% |
| p | 753 | 7.9% |
| t | 753 | 7.9% |
| o | 753 | 7.9% |
| 753 | 7.9% | |
| - | 594 | 6.2% |
| 0 | 594 | 6.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4333 | |
| Decimal Number | 2951 | |
| Uppercase Letter | 753 | 7.9% |
| Space Separator | 753 | 7.9% |
| Dash Punctuation | 594 | 6.2% |
| Math Symbol | 133 | 1.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| k | 2074 | |
| p | 753 | 17.4% |
| t | 753 | 17.4% |
| o | 753 | 17.4% |
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 1480 | |
| 1 | 877 | |
| 0 | 594 |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 753 |
Space Separator
| Value | Count | Frequency (%) |
| 753 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 594 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 133 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5086 | |
| Common | 4431 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 5 | 1480 | |
| 1 | 877 | |
| 753 | ||
| - | 594 | |
| 0 | 594 | |
| + | 133 | 3.0% |
Latin
| Value | Count | Frequency (%) |
| k | 2074 | |
| U | 753 | 14.8% |
| p | 753 | 14.8% |
| t | 753 | 14.8% |
| o | 753 | 14.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9517 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| k | 2074 | |
| 5 | 1480 | |
| 1 | 877 | |
| U | 753 | 7.9% |
| p | 753 | 7.9% |
| t | 753 | 7.9% |
| o | 753 | 7.9% |
| 753 | 7.9% | |
| - | 594 | 6.2% |
| 0 | 594 | 6.2% |
MonthlyRate
Real number (ℝ)
| Distinct | 1427 |
|---|---|
| Distinct (%) | 96.4% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14298.461 |
| Minimum | 2094 |
|---|---|
| Maximum | 26999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 2094 |
|---|---|
| 5-th percentile | 3394.05 |
| Q1 | 8051 |
| median | 14220 |
| Q3 | 20460.5 |
| 95-th percentile | 25422.9 |
| Maximum | 26999 |
| Range | 24905 |
| Interquartile range (IQR) | 12409.5 |
Descriptive statistics
| Standard deviation | 7112.0568 |
|---|---|
| Coefficient of variation (CV) | 0.49740017 |
| Kurtosis | -1.2140902 |
| Mean | 14298.461 |
| Median Absolute Deviation (MAD) | 6206.5 |
| Skewness | 0.021593261 |
| Sum | 21161722 |
| Variance | 50581352 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9150 | 3 | 0.2% |
| 4223 | 3 | 0.2% |
| 6670 | 2 | 0.1% |
| 2755 | 2 | 0.1% |
| 11162 | 2 | 0.1% |
| 9558 | 2 | 0.1% |
| 23016 | 2 | 0.1% |
| 15986 | 2 | 0.1% |
| 3787 | 2 | 0.1% |
| 22074 | 2 | 0.1% |
| Other values (1417) | 1458 |
| Value | Count | Frequency (%) |
| 2094 | 1 | |
| 2097 | 1 | |
| 2104 | 1 | |
| 2112 | 1 | |
| 2122 | 1 | |
| 2125 | 2 | |
| 2137 | 1 | |
| 2227 | 1 | |
| 2243 | 1 | |
| 2253 | 1 |
| Value | Count | Frequency (%) |
| 26999 | 1 | |
| 26997 | 1 | |
| 26968 | 1 | |
| 26959 | 1 | |
| 26956 | 1 | |
| 26933 | 1 | |
| 26914 | 1 | |
| 26897 | 1 | |
| 26894 | 1 | |
| 26862 | 1 |
NumCompaniesWorked
Real number (ℝ)
ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6871622 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 200 |
| Zeros (%) | 13.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.494098 |
|---|---|
| Coefficient of variation (CV) | 0.92815313 |
| Kurtosis | 0.021783118 |
| Mean | 2.6871622 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0288762 |
| Sum | 3977 |
| Variance | 6.2205247 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 523 | |
| 0 | 200 | 13.5% |
| 3 | 159 | 10.7% |
| 2 | 148 | 10.0% |
| 4 | 142 | 9.6% |
| 7 | 74 | 5.0% |
| 6 | 70 | 4.7% |
| 5 | 63 | 4.3% |
| 9 | 52 | 3.5% |
| 8 | 49 | 3.3% |
| (Missing) | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 200 | 13.5% |
| 1 | 523 | |
| 2 | 148 | 10.0% |
| 3 | 159 | 10.7% |
| 4 | 142 | 9.6% |
| 5 | 63 | 4.3% |
| 6 | 70 | 4.7% |
| 7 | 74 | 5.0% |
| 8 | 49 | 3.3% |
| 9 | 52 | 3.5% |
| Value | Count | Frequency (%) |
| 9 | 52 | 3.5% |
| 8 | 49 | 3.3% |
| 7 | 74 | 5.0% |
| 6 | 70 | 4.7% |
| 5 | 63 | 4.3% |
| 4 | 142 | 9.6% |
| 3 | 159 | 10.7% |
| 2 | 148 | 10.0% |
| 1 | 523 | |
| 0 | 200 | 13.5% |
Over18
Boolean
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 3.0 KiB |
| True | |
|---|---|
| (Missing) | 1 |
| Value | Count | Frequency (%) |
| True | 1480 | |
| (Missing) | 1 | 0.1% |
OverTime
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 3.0 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 1 |
| Value | Count | Frequency (%) |
| False | 1062 | |
| True | 418 | 28.2% |
| (Missing) | 1 | 0.1% |
PercentSalaryHike
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.210135 |
| Minimum | 11 |
|---|---|
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 25 |
| Range | 14 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.6553376 |
|---|---|
| Coefficient of variation (CV) | 0.24032249 |
| Kurtosis | -0.30115938 |
| Mean | 15.210135 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.81911775 |
| Sum | 22511 |
| Variance | 13.361493 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11 | 211 | |
| 13 | 210 | |
| 14 | 203 | |
| 12 | 199 | |
| 15 | 102 | |
| 18 | 90 | |
| 17 | 83 | 5.6% |
| 16 | 78 | 5.3% |
| 19 | 77 | 5.2% |
| 22 | 56 | 3.8% |
| Other values (5) | 171 |
| Value | Count | Frequency (%) |
| 11 | 211 | |
| 12 | 199 | |
| 13 | 210 | |
| 14 | 203 | |
| 15 | 102 | |
| 16 | 78 | 5.3% |
| 17 | 83 | 5.6% |
| 18 | 90 | |
| 19 | 77 | 5.2% |
| 20 | 56 | 3.8% |
| Value | Count | Frequency (%) |
| 25 | 18 | 1.2% |
| 24 | 21 | 1.4% |
| 23 | 28 | 1.9% |
| 22 | 56 | |
| 21 | 48 | |
| 20 | 56 | |
| 19 | 77 | |
| 18 | 90 | |
| 17 | 83 | |
| 16 | 78 |
PerformanceRating
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 86.9 KiB |
| 3.0 | |
|---|---|
| 4.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4440 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 3.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 1253 | |
| 4.0 | 227 | 15.3% |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 1253 | |
| 4.0 | 227 | 15.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 3 | 1253 | |
| 4 | 227 | 5.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2960 | |
| Other Punctuation | 1480 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1480 | |
| 3 | 1253 | |
| 4 | 227 | 7.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1480 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4440 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 3 | 1253 | |
| 4 | 227 | 5.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4440 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 3 | 1253 | |
| 4 | 227 | 5.1% |
RelationshipSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 86.9 KiB |
| 3.0 | |
|---|---|
| 4.0 | |
| 2.0 | |
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4440 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 4.0 |
| 4th row | 4.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 460 | |
| 4.0 | 434 | |
| 2.0 | 307 | |
| 1.0 | 279 | |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 460 | |
| 4.0 | 434 | |
| 2.0 | 307 | |
| 1.0 | 279 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 3 | 460 | 10.4% |
| 4 | 434 | 9.8% |
| 2 | 307 | 6.9% |
| 1 | 279 | 6.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2960 | |
| Other Punctuation | 1480 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1480 | |
| 3 | 460 | 15.5% |
| 4 | 434 | 14.7% |
| 2 | 307 | 10.4% |
| 1 | 279 | 9.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1480 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4440 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 3 | 460 | 10.4% |
| 4 | 434 | 9.8% |
| 2 | 307 | 6.9% |
| 1 | 279 | 6.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4440 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 3 | 460 | 10.4% |
| 4 | 434 | 9.8% |
| 2 | 307 | 6.9% |
| 1 | 279 | 6.3% |
StandardHours
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 88.4 KiB |
| 80.0 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5920 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 80.0 |
|---|---|
| 2nd row | 80.0 |
| 3rd row | 80.0 |
| 4th row | 80.0 |
| 5th row | 80.0 |
Common Values
| Value | Count | Frequency (%) |
| 80.0 | 1480 | |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 80.0 | 1480 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2960 | |
| 8 | 1480 | |
| . | 1480 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4440 | |
| Other Punctuation | 1480 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2960 | |
| 8 | 1480 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1480 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5920 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2960 | |
| 8 | 1480 | |
| . | 1480 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5920 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2960 | |
| 8 | 1480 | |
| . | 1480 |
StockOptionLevel
Categorical
HIGH CORRELATION 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 86.9 KiB |
| 0.0 | |
|---|---|
| 1.0 | |
| 2.0 | |
| 3.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4440 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 636 | |
| 1.0 | 601 | |
| 2.0 | 158 | 10.7% |
| 3.0 | 85 | 5.7% |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 636 | |
| 1.0 | 601 | |
| 2.0 | 158 | 10.7% |
| 3.0 | 85 | 5.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2116 | |
| . | 1480 | |
| 1 | 601 | 13.5% |
| 2 | 158 | 3.6% |
| 3 | 85 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2960 | |
| Other Punctuation | 1480 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2116 | |
| 1 | 601 | 20.3% |
| 2 | 158 | 5.3% |
| 3 | 85 | 2.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1480 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4440 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2116 | |
| . | 1480 | |
| 1 | 601 | 13.5% |
| 2 | 158 | 3.6% |
| 3 | 85 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4440 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2116 | |
| . | 1480 | |
| 1 | 601 | 13.5% |
| 2 | 158 | 3.6% |
| 3 | 85 | 1.9% |
TotalWorkingYears
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 40 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.281757 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 11 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 28 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.7708696 |
|---|---|
| Coefficient of variation (CV) | 0.68879961 |
| Kurtosis | 0.91435956 |
| Mean | 11.281757 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.1146854 |
| Sum | 16697 |
| Variance | 60.386415 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 203 | 13.7% |
| 6 | 127 | 8.6% |
| 8 | 103 | 7.0% |
| 9 | 97 | 6.5% |
| 5 | 90 | 6.1% |
| 7 | 81 | 5.5% |
| 1 | 81 | 5.5% |
| 4 | 63 | 4.3% |
| 12 | 48 | 3.2% |
| 3 | 42 | 2.8% |
| Other values (30) | 545 |
| Value | Count | Frequency (%) |
| 0 | 11 | 0.7% |
| 1 | 81 | |
| 2 | 31 | 2.1% |
| 3 | 42 | 2.8% |
| 4 | 63 | |
| 5 | 90 | |
| 6 | 127 | |
| 7 | 81 | |
| 8 | 103 | |
| 9 | 97 |
| Value | Count | Frequency (%) |
| 40 | 2 | 0.1% |
| 38 | 1 | 0.1% |
| 37 | 4 | |
| 36 | 6 | |
| 35 | 3 | 0.2% |
| 34 | 5 | |
| 33 | 7 | |
| 32 | 9 | |
| 31 | 9 | |
| 30 | 7 |
TrainingTimesLastYear
Real number (ℝ)
ZEROS 
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.797973 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 55 |
| Zeros (%) | 3.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2887913 |
|---|---|
| Coefficient of variation (CV) | 0.46061607 |
| Kurtosis | 0.49992211 |
| Mean | 2.797973 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.54909278 |
| Sum | 4141 |
| Variance | 1.660983 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 550 | |
| 3 | 496 | |
| 4 | 123 | 8.3% |
| 5 | 120 | 8.1% |
| 1 | 71 | 4.8% |
| 6 | 65 | 4.4% |
| 0 | 55 | 3.7% |
| (Missing) | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 55 | 3.7% |
| 1 | 71 | 4.8% |
| 2 | 550 | |
| 3 | 496 | |
| 4 | 123 | 8.3% |
| 5 | 120 | 8.1% |
| 6 | 65 | 4.4% |
| Value | Count | Frequency (%) |
| 6 | 65 | 4.4% |
| 5 | 120 | 8.1% |
| 4 | 123 | 8.3% |
| 3 | 496 | |
| 2 | 550 | |
| 1 | 71 | 4.8% |
| 0 | 55 | 3.7% |
WorkLifeBalance
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 86.9 KiB |
| 3.0 | |
|---|---|
| 2.0 | |
| 4.0 | |
| 1.0 | 81 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4440 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 3.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 899 | |
| 2.0 | 346 | 23.4% |
| 4.0 | 154 | 10.4% |
| 1.0 | 81 | 5.5% |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 899 | |
| 2.0 | 346 | 23.4% |
| 4.0 | 154 | 10.4% |
| 1.0 | 81 | 5.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 3 | 899 | |
| 2 | 346 | 7.8% |
| 4 | 154 | 3.5% |
| 1 | 81 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2960 | |
| Other Punctuation | 1480 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1480 | |
| 3 | 899 | |
| 2 | 346 | 11.7% |
| 4 | 154 | 5.2% |
| 1 | 81 | 2.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1480 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4440 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 3 | 899 | |
| 2 | 346 | 7.8% |
| 4 | 154 | 3.5% |
| 1 | 81 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4440 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 1480 | |
| 0 | 1480 | |
| 3 | 899 | |
| 2 | 346 | 7.8% |
| 4 | 154 | 3.5% |
| 1 | 81 | 1.8% |
YearsAtCompany
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 37 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.0094595 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 44 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 20 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 6.1179453 |
|---|---|
| Coefficient of variation (CV) | 0.87281271 |
| Kurtosis | 3.9397234 |
| Mean | 7.0094595 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.7654582 |
| Sum | 10374 |
| Variance | 37.429255 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 198 | |
| 1 | 171 | |
| 3 | 129 | |
| 2 | 127 | |
| 10 | 120 | |
| 4 | 112 | 7.6% |
| 7 | 91 | 6.1% |
| 9 | 84 | 5.7% |
| 8 | 80 | 5.4% |
| 6 | 77 | 5.2% |
| Other values (27) | 291 |
| Value | Count | Frequency (%) |
| 0 | 44 | 3.0% |
| 1 | 171 | |
| 2 | 127 | |
| 3 | 129 | |
| 4 | 112 | |
| 5 | 198 | |
| 6 | 77 | 5.2% |
| 7 | 91 | |
| 8 | 80 | |
| 9 | 84 |
| Value | Count | Frequency (%) |
| 40 | 1 | 0.1% |
| 37 | 1 | 0.1% |
| 36 | 2 | 0.1% |
| 34 | 1 | 0.1% |
| 33 | 5 | |
| 32 | 3 | |
| 31 | 3 | |
| 30 | 1 | 0.1% |
| 29 | 2 | 0.1% |
| 27 | 2 | 0.1% |
YearsInCurrentRole
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.2283784 |
| Minimum | 0 |
|---|---|
| Maximum | 18 |
| Zeros | 244 |
| Zeros (%) | 16.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.6160195 |
|---|---|
| Coefficient of variation (CV) | 0.85517879 |
| Kurtosis | 0.48475557 |
| Mean | 4.2283784 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.9185461 |
| Sum | 6258 |
| Variance | 13.075597 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 376 | |
| 0 | 244 | |
| 7 | 223 | |
| 3 | 136 | 9.2% |
| 4 | 106 | 7.2% |
| 8 | 89 | 6.0% |
| 9 | 68 | 4.6% |
| 1 | 57 | 3.8% |
| 6 | 38 | 2.6% |
| 5 | 36 | 2.4% |
| Other values (9) | 107 | 7.2% |
| Value | Count | Frequency (%) |
| 0 | 244 | |
| 1 | 57 | 3.8% |
| 2 | 376 | |
| 3 | 136 | 9.2% |
| 4 | 106 | 7.2% |
| 5 | 36 | 2.4% |
| 6 | 38 | 2.6% |
| 7 | 223 | |
| 8 | 89 | 6.0% |
| 9 | 68 | 4.6% |
| Value | Count | Frequency (%) |
| 18 | 2 | 0.1% |
| 17 | 4 | 0.3% |
| 16 | 7 | 0.5% |
| 15 | 8 | 0.5% |
| 14 | 11 | 0.7% |
| 13 | 14 | 0.9% |
| 12 | 10 | 0.7% |
| 11 | 22 | 1.5% |
| 10 | 29 | |
| 9 | 68 |
YearsSinceLastPromotion
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1824324 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 586 |
| Zeros (%) | 39.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.2193574 |
|---|---|
| Coefficient of variation (CV) | 1.4751235 |
| Kurtosis | 3.6204468 |
| Mean | 2.1824324 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.9867214 |
| Sum | 3230 |
| Variance | 10.364262 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 586 | |
| 1 | 360 | |
| 2 | 160 | 10.8% |
| 7 | 76 | 5.1% |
| 4 | 61 | 4.1% |
| 3 | 52 | 3.5% |
| 5 | 45 | 3.0% |
| 6 | 32 | 2.2% |
| 11 | 24 | 1.6% |
| 9 | 18 | 1.2% |
| Other values (6) | 66 | 4.5% |
| Value | Count | Frequency (%) |
| 0 | 586 | |
| 1 | 360 | |
| 2 | 160 | 10.8% |
| 3 | 52 | 3.5% |
| 4 | 61 | 4.1% |
| 5 | 45 | 3.0% |
| 6 | 32 | 2.2% |
| 7 | 76 | 5.1% |
| 8 | 18 | 1.2% |
| 9 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 15 | 13 | 0.9% |
| 14 | 9 | 0.6% |
| 13 | 10 | 0.7% |
| 12 | 10 | 0.7% |
| 11 | 24 | 1.6% |
| 10 | 6 | 0.4% |
| 9 | 18 | 1.2% |
| 8 | 18 | 1.2% |
| 7 | 76 | |
| 6 | 32 |
YearsWithCurrManager
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 18 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 58 |
| Missing (%) | 3.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1180604 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 253 |
| Zeros (%) | 17.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.5554841 |
|---|---|
| Coefficient of variation (CV) | 0.86338802 |
| Kurtosis | 0.14961566 |
| Mean | 4.1180604 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.82788167 |
| Sum | 5860 |
| Variance | 12.641467 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 330 | |
| 0 | 253 | |
| 7 | 211 | |
| 3 | 139 | |
| 8 | 100 | 6.8% |
| 4 | 95 | 6.4% |
| 1 | 76 | 5.1% |
| 9 | 61 | 4.1% |
| 5 | 31 | 2.1% |
| 6 | 30 | 2.0% |
| Other values (8) | 97 | 6.5% |
| (Missing) | 58 | 3.9% |
| Value | Count | Frequency (%) |
| 0 | 253 | |
| 1 | 76 | 5.1% |
| 2 | 330 | |
| 3 | 139 | |
| 4 | 95 | 6.4% |
| 5 | 31 | 2.1% |
| 6 | 30 | 2.0% |
| 7 | 211 | |
| 8 | 100 | 6.8% |
| 9 | 61 | 4.1% |
| Value | Count | Frequency (%) |
| 17 | 6 | 0.4% |
| 16 | 2 | 0.1% |
| 15 | 5 | 0.3% |
| 14 | 5 | 0.3% |
| 13 | 14 | 0.9% |
| 12 | 17 | 1.1% |
| 11 | 21 | 1.4% |
| 10 | 27 | 1.8% |
| 9 | 61 | |
| 8 | 100 |
| Age | AgeGroup | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | SalarySlab | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.910 | 0.211 | 0.037 | 0.008 | 0.000 | -0.018 | 0.151 | 0.000 | -0.003 | 0.014 | 0.000 | 0.027 | 0.028 | 0.295 | 0.175 | 0.000 | 0.141 | 0.472 | 0.019 | 0.355 | 0.000 | 0.004 | 0.000 | 0.038 | 0.325 | 0.093 | 0.658 | 0.004 | 0.035 | 0.251 | 0.198 | 0.175 | 0.201 |
| AgeGroup | 0.910 | 1.000 | 0.193 | 0.037 | 0.026 | 0.000 | 0.000 | 0.148 | 0.016 | 0.000 | 0.014 | 0.000 | 0.048 | 0.000 | 0.275 | 0.233 | 0.000 | 0.089 | 0.268 | 0.076 | 0.220 | 0.000 | 0.008 | 0.000 | 0.023 | 0.310 | 0.066 | 0.427 | 0.000 | 0.019 | 0.244 | 0.144 | 0.120 | 0.133 |
| Attrition | 0.211 | 0.193 | 1.000 | 0.123 | 0.062 | 0.079 | 0.066 | 0.000 | 0.090 | 0.000 | 0.115 | 0.011 | 0.045 | 0.132 | 0.216 | 0.229 | 0.100 | 0.171 | 0.215 | 0.015 | 0.107 | 0.245 | 0.000 | 0.000 | 0.036 | 0.161 | 0.195 | 0.207 | 0.077 | 0.093 | 0.175 | 0.169 | 0.028 | 0.187 |
| BusinessTravel | 0.037 | 0.037 | 0.123 | 1.000 | 0.023 | 0.000 | 0.011 | 0.000 | 0.000 | 0.078 | 0.018 | 0.036 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.000 | 0.024 | 0.055 | 0.000 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.045 |
| DailyRate | 0.008 | 0.026 | 0.062 | 0.023 | 1.000 | 0.000 | -0.005 | 0.022 | 0.039 | -0.056 | 0.000 | 0.032 | 0.022 | 0.023 | 0.000 | 0.000 | 0.000 | 0.083 | 0.013 | -0.029 | 0.037 | 0.000 | 0.024 | 0.000 | 0.000 | 0.000 | 0.041 | 0.021 | -0.010 | 0.018 | -0.010 | 0.007 | -0.038 | -0.002 |
| Department | 0.000 | 0.000 | 0.079 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.588 | 0.037 | 0.014 | 0.027 | 0.000 | 0.000 | 0.210 | 0.937 | 0.029 | 0.029 | 0.186 | 0.000 | 0.033 | 0.000 | 0.000 | 0.000 | 0.022 | 0.174 | 0.000 | 0.017 | 0.000 | 0.047 | 0.000 | 0.000 | 0.000 | 0.000 |
| DistanceFromHome | -0.018 | 0.000 | 0.066 | 0.011 | -0.005 | 0.000 | 1.000 | 0.000 | 0.000 | 0.043 | 0.000 | 0.035 | 0.018 | 0.037 | 0.053 | 0.000 | 0.000 | 0.000 | 0.003 | 0.038 | -0.009 | 0.061 | 0.027 | 0.052 | 0.035 | 0.037 | 0.011 | -0.001 | -0.023 | 0.000 | 0.010 | 0.014 | -0.003 | -0.001 |
| Education | 0.151 | 0.148 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | 1.000 | 0.053 | 0.043 | 0.014 | 0.000 | 0.000 | 0.000 | 0.085 | 0.050 | 0.019 | 0.000 | 0.092 | 0.039 | 0.099 | 0.000 | 0.021 | 0.000 | 0.019 | 0.072 | 0.026 | 0.094 | 0.026 | 0.000 | 0.070 | 0.026 | 0.000 | 0.000 |
| EducationField | 0.000 | 0.016 | 0.090 | 0.000 | 0.039 | 0.588 | 0.000 | 0.053 | 1.000 | 0.000 | 0.034 | 0.000 | 0.032 | 0.000 | 0.091 | 0.336 | 0.017 | 0.000 | 0.074 | 0.000 | 0.062 | 0.000 | 0.000 | 0.000 | 0.038 | 0.097 | 0.033 | 0.029 | 0.045 | 0.026 | 0.000 | 0.000 | 0.000 | 0.000 |
| EmployeeNumber | -0.003 | 0.000 | 0.000 | 0.078 | -0.056 | 0.037 | 0.043 | 0.043 | 0.000 | 1.000 | 0.000 | 0.052 | 0.030 | 0.040 | 0.037 | 0.000 | 0.000 | 0.000 | 0.005 | 0.008 | 0.003 | 0.018 | -0.007 | 0.027 | 0.057 | 0.041 | 0.069 | -0.003 | 0.026 | 0.000 | 0.015 | 0.000 | 0.004 | -0.005 |
| EnvironmentSatisfaction | 0.014 | 0.014 | 0.115 | 0.018 | 0.000 | 0.014 | 0.000 | 0.014 | 0.034 | 0.000 | 1.000 | 0.000 | 0.009 | 0.037 | 0.000 | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.000 | 0.058 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.033 | 0.036 | 0.000 | 0.000 |
| Gender | 0.000 | 0.000 | 0.011 | 0.036 | 0.032 | 0.027 | 0.035 | 0.000 | 0.000 | 0.052 | 0.000 | 1.000 | 0.000 | 0.000 | 0.046 | 0.074 | 0.000 | 0.035 | 0.047 | 0.000 | 0.000 | 0.028 | 0.044 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.069 | 0.076 | 0.000 | 0.000 |
| HourlyRate | 0.027 | 0.048 | 0.045 | 0.000 | 0.022 | 0.000 | 0.018 | 0.000 | 0.032 | 0.030 | 0.009 | 0.000 | 1.000 | 0.000 | 0.000 | 0.024 | 0.018 | 0.000 | -0.019 | -0.019 | 0.018 | 0.060 | -0.010 | 0.000 | 0.000 | 0.000 | 0.053 | -0.014 | -0.002 | 0.000 | -0.028 | -0.033 | -0.052 | 0.003 |
| JobInvolvement | 0.028 | 0.000 | 0.132 | 0.011 | 0.023 | 0.000 | 0.037 | 0.000 | 0.000 | 0.040 | 0.037 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.049 | 0.006 | 0.000 | 0.000 | 0.040 | 0.000 | 0.000 | 0.030 | 0.020 | 0.000 | 0.025 | 0.000 | 0.054 | 0.000 | 0.000 | 0.053 |
| JobLevel | 0.295 | 0.275 | 0.216 | 0.000 | 0.000 | 0.210 | 0.053 | 0.085 | 0.091 | 0.037 | 0.000 | 0.046 | 0.000 | 0.000 | 1.000 | 0.568 | 0.000 | 0.050 | 0.862 | 0.020 | 0.113 | 0.000 | 0.000 | 0.000 | 0.000 | 0.749 | 0.070 | 0.540 | 0.016 | 0.000 | 0.353 | 0.241 | 0.205 | 0.231 |
| JobRole | 0.175 | 0.233 | 0.229 | 0.000 | 0.000 | 0.937 | 0.000 | 0.050 | 0.336 | 0.000 | 0.000 | 0.074 | 0.024 | 0.000 | 0.568 | 1.000 | 0.000 | 0.063 | 0.422 | 0.000 | 0.079 | 0.000 | 0.000 | 0.000 | 0.034 | 0.657 | 0.040 | 0.292 | 0.000 | 0.030 | 0.188 | 0.132 | 0.111 | 0.117 |
| JobSatisfaction | 0.000 | 0.000 | 0.100 | 0.000 | 0.000 | 0.029 | 0.000 | 0.019 | 0.017 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.044 | 0.000 | 0.017 | 0.000 | 0.025 | 0.000 | 0.000 | 0.000 | 0.023 | 0.022 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| MaritalStatus | 0.141 | 0.089 | 0.171 | 0.036 | 0.083 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.035 | 0.000 | 0.029 | 0.050 | 0.063 | 0.000 | 1.000 | 0.063 | 0.000 | 0.043 | 0.000 | 0.000 | 0.000 | 0.029 | 0.064 | 0.581 | 0.069 | 0.000 | 0.000 | 0.000 | 0.044 | 0.036 | 0.000 |
| MonthlyIncome | 0.472 | 0.268 | 0.215 | 0.000 | 0.013 | 0.186 | 0.003 | 0.092 | 0.074 | 0.005 | 0.000 | 0.047 | -0.019 | 0.049 | 0.862 | 0.422 | 0.000 | 0.063 | 1.000 | 0.053 | 0.188 | 0.000 | -0.035 | 0.000 | 0.043 | 0.933 | 0.059 | 0.709 | -0.035 | 0.000 | 0.464 | 0.395 | 0.266 | 0.365 |
| MonthlyRate | 0.019 | 0.076 | 0.015 | 0.000 | -0.029 | 0.000 | 0.038 | 0.039 | 0.000 | 0.008 | 0.000 | 0.000 | -0.019 | 0.006 | 0.020 | 0.000 | 0.044 | 0.000 | 0.053 | 1.000 | 0.022 | 0.000 | -0.006 | 0.023 | 0.058 | 0.000 | 0.000 | 0.013 | -0.007 | 0.034 | -0.032 | -0.007 | -0.016 | -0.034 |
| NumCompaniesWorked | 0.355 | 0.220 | 0.107 | 0.000 | 0.037 | 0.033 | -0.009 | 0.099 | 0.062 | 0.003 | 0.000 | 0.000 | 0.018 | 0.000 | 0.113 | 0.079 | 0.000 | 0.043 | 0.188 | 0.022 | 1.000 | 0.000 | -0.001 | 0.003 | 0.000 | 0.135 | 0.000 | 0.315 | -0.042 | 0.048 | -0.173 | -0.128 | -0.066 | -0.139 |
| OverTime | 0.000 | 0.000 | 0.245 | 0.024 | 0.000 | 0.000 | 0.061 | 0.000 | 0.000 | 0.018 | 0.058 | 0.028 | 0.060 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.028 | 0.036 | 0.000 | 0.000 | 0.100 | 0.000 | 0.023 | 0.044 | 0.016 | 0.000 |
| PercentSalaryHike | 0.004 | 0.008 | 0.000 | 0.055 | 0.024 | 0.000 | 0.027 | 0.021 | 0.000 | -0.007 | 0.000 | 0.044 | -0.010 | 0.040 | 0.000 | 0.000 | 0.000 | 0.000 | -0.035 | -0.006 | -0.001 | 0.000 | 1.000 | 0.997 | 0.027 | 0.000 | 0.000 | -0.027 | -0.006 | 0.000 | -0.054 | -0.027 | -0.059 | -0.030 |
| PerformanceRating | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.052 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.023 | 0.003 | 0.000 | 0.997 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 |
| RelationshipSatisfaction | 0.038 | 0.023 | 0.036 | 0.012 | 0.000 | 0.022 | 0.035 | 0.019 | 0.038 | 0.057 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.034 | 0.000 | 0.029 | 0.043 | 0.058 | 0.000 | 0.028 | 0.027 | 0.000 | 1.000 | 0.000 | 0.031 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.052 | 0.000 |
| SalarySlab | 0.325 | 0.310 | 0.161 | 0.000 | 0.000 | 0.174 | 0.037 | 0.072 | 0.097 | 0.041 | 0.017 | 0.000 | 0.000 | 0.030 | 0.749 | 0.657 | 0.000 | 0.064 | 0.933 | 0.000 | 0.135 | 0.036 | 0.000 | 0.000 | 0.000 | 1.000 | 0.063 | 0.582 | 0.016 | 0.000 | 0.365 | 0.259 | 0.240 | 0.237 |
| StockOptionLevel | 0.093 | 0.066 | 0.195 | 0.000 | 0.041 | 0.000 | 0.011 | 0.026 | 0.033 | 0.069 | 0.000 | 0.000 | 0.053 | 0.020 | 0.070 | 0.040 | 0.000 | 0.581 | 0.059 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.063 | 1.000 | 0.065 | 0.000 | 0.019 | 0.012 | 0.026 | 0.057 | 0.033 |
| TotalWorkingYears | 0.658 | 0.427 | 0.207 | 0.000 | 0.021 | 0.017 | -0.001 | 0.094 | 0.029 | -0.003 | 0.000 | 0.000 | -0.014 | 0.000 | 0.540 | 0.292 | 0.023 | 0.069 | 0.709 | 0.013 | 0.315 | 0.000 | -0.027 | 0.000 | 0.030 | 0.582 | 0.065 | 1.000 | -0.013 | 0.000 | 0.593 | 0.492 | 0.335 | 0.493 |
| TrainingTimesLastYear | 0.004 | 0.000 | 0.077 | 0.000 | -0.010 | 0.000 | -0.023 | 0.026 | 0.045 | 0.026 | 0.000 | 0.000 | -0.002 | 0.025 | 0.016 | 0.000 | 0.022 | 0.000 | -0.035 | -0.007 | -0.042 | 0.100 | -0.006 | 0.000 | 0.000 | 0.016 | 0.000 | -0.013 | 1.000 | 0.000 | 0.000 | 0.005 | 0.010 | -0.012 |
| WorkLifeBalance | 0.035 | 0.019 | 0.093 | 0.000 | 0.018 | 0.047 | 0.000 | 0.000 | 0.026 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.034 | 0.048 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 1.000 | 0.015 | 0.027 | 0.000 | 0.045 |
| YearsAtCompany | 0.251 | 0.244 | 0.175 | 0.000 | -0.010 | 0.000 | 0.010 | 0.070 | 0.000 | 0.015 | 0.033 | 0.069 | -0.028 | 0.054 | 0.353 | 0.188 | 0.000 | 0.000 | 0.464 | -0.032 | -0.173 | 0.023 | -0.054 | 0.000 | 0.000 | 0.365 | 0.012 | 0.593 | 0.000 | 0.015 | 1.000 | 0.854 | 0.518 | 0.837 |
| YearsInCurrentRole | 0.198 | 0.144 | 0.169 | 0.000 | 0.007 | 0.000 | 0.014 | 0.026 | 0.000 | 0.000 | 0.036 | 0.076 | -0.033 | 0.000 | 0.241 | 0.132 | 0.000 | 0.044 | 0.395 | -0.007 | -0.128 | 0.044 | -0.027 | 0.027 | 0.000 | 0.259 | 0.026 | 0.492 | 0.005 | 0.027 | 0.854 | 1.000 | 0.505 | 0.721 |
| YearsSinceLastPromotion | 0.175 | 0.120 | 0.028 | 0.000 | -0.038 | 0.000 | -0.003 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | -0.052 | 0.000 | 0.205 | 0.111 | 0.000 | 0.036 | 0.266 | -0.016 | -0.066 | 0.016 | -0.059 | 0.000 | 0.052 | 0.240 | 0.057 | 0.335 | 0.010 | 0.000 | 0.518 | 0.505 | 1.000 | 0.462 |
| YearsWithCurrManager | 0.201 | 0.133 | 0.187 | 0.045 | -0.002 | 0.000 | -0.001 | 0.000 | 0.000 | -0.005 | 0.000 | 0.000 | 0.003 | 0.053 | 0.231 | 0.117 | 0.000 | 0.000 | 0.365 | -0.034 | -0.139 | 0.000 | -0.030 | 0.000 | 0.000 | 0.237 | 0.033 | 0.493 | -0.012 | 0.045 | 0.837 | 0.721 | 0.462 | 1.000 |
| EmpID | Age | AgeGroup | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | SalarySlab | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | RM297 | 18.0 | 18-25 | Yes | Travel_Rarely | 230.0 | Research & Development | 3.0 | 3.0 | Life Sciences | 1.0 | 405.0 | 3.0 | Male | 54.0 | 3.0 | 1.0 | Laboratory Technician | 3.0 | Single | 1420.0 | Upto 5k | 25233.0 | 1.0 | Y | No | 13.0 | 3.0 | 3.0 | 80.0 | 0.0 | 0.0 | 2.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1 | RM302 | 18.0 | 18-25 | No | Travel_Rarely | 812.0 | Sales | 10.0 | 3.0 | Medical | 1.0 | 411.0 | 4.0 | Female | 69.0 | 2.0 | 1.0 | Sales Representative | 3.0 | Single | 1200.0 | Upto 5k | 9724.0 | 1.0 | Y | No | 12.0 | 3.0 | 1.0 | 80.0 | 0.0 | 0.0 | 2.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2 | RM458 | 18.0 | 18-25 | Yes | Travel_Frequently | 1306.0 | Sales | 5.0 | 3.0 | Marketing | 1.0 | 614.0 | 2.0 | Male | 69.0 | 3.0 | 1.0 | Sales Representative | 2.0 | Single | 1878.0 | Upto 5k | 8059.0 | 1.0 | Y | Yes | 14.0 | 3.0 | 4.0 | 80.0 | 0.0 | 0.0 | 3.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 3 | RM728 | 18.0 | 18-25 | No | Non-Travel | 287.0 | Research & Development | 5.0 | 2.0 | Life Sciences | 1.0 | 1012.0 | 2.0 | Male | 73.0 | 3.0 | 1.0 | Research Scientist | 4.0 | Single | 1051.0 | Upto 5k | 13493.0 | 1.0 | Y | No | 15.0 | 3.0 | 4.0 | 80.0 | 0.0 | 0.0 | 2.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 4 | RM829 | 18.0 | 18-25 | Yes | Non-Travel | 247.0 | Research & Development | 8.0 | 1.0 | Medical | 1.0 | 1156.0 | 3.0 | Male | 80.0 | 3.0 | 1.0 | Laboratory Technician | 3.0 | Single | 1904.0 | Upto 5k | 13556.0 | 1.0 | Y | No | 12.0 | 3.0 | 4.0 | 80.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 5 | RM973 | 18.0 | 18-25 | No | Non-Travel | 1124.0 | Research & Development | 1.0 | 3.0 | Life Sciences | 1.0 | 1368.0 | 4.0 | Female | 97.0 | 3.0 | 1.0 | Laboratory Technician | 4.0 | Single | 1611.0 | Upto 5k | 19305.0 | 1.0 | Y | No | 15.0 | 3.0 | 3.0 | 80.0 | 0.0 | 0.0 | 5.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 6 | RM1154 | 18.0 | 18-25 | Yes | Travel_Frequently | 544.0 | Sales | 3.0 | 2.0 | Medical | 1.0 | 1624.0 | 2.0 | Female | 70.0 | 3.0 | 1.0 | Sales Representative | 4.0 | Single | 1569.0 | Upto 5k | 18420.0 | 1.0 | Y | Yes | 12.0 | 3.0 | 3.0 | 80.0 | 0.0 | 0.0 | 2.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 7 | RM1312 | 18.0 | 18-25 | No | Non-Travel | 1431.0 | Research & Development | 14.0 | 3.0 | Medical | 1.0 | 1839.0 | 2.0 | Female | 33.0 | 3.0 | 1.0 | Research Scientist | 3.0 | Single | 1514.0 | Upto 5k | 8018.0 | 1.0 | Y | No | 16.0 | 3.0 | 3.0 | 80.0 | 0.0 | 0.0 | 4.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 8 | RM128 | 19.0 | 18-25 | Yes | Travel_Rarely | 528.0 | Sales | 22.0 | 1.0 | Marketing | 1.0 | 167.0 | 4.0 | Male | 50.0 | 3.0 | 1.0 | Sales Representative | 3.0 | Single | 1675.0 | Upto 5k | 26820.0 | 1.0 | Y | Yes | 19.0 | 3.0 | 4.0 | 80.0 | 0.0 | 0.0 | 2.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 9 | RM150 | 19.0 | 18-25 | No | Travel_Rarely | 1181.0 | Research & Development | 3.0 | 1.0 | Medical | 1.0 | 201.0 | 2.0 | Female | 79.0 | 3.0 | 1.0 | Laboratory Technician | 2.0 | Single | 1483.0 | Upto 5k | 16102.0 | 1.0 | Y | No | 14.0 | 3.0 | 4.0 | 80.0 | 0.0 | 1.0 | 3.0 | 3.0 | 1.0 | 0.0 | 0.0 | 0.0 |
| EmpID | Age | AgeGroup | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | SalarySlab | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1471 | RM744 | 59.0 | 55+ | No | Travel_Rarely | 715.0 | Research & Development | 2.0 | 3.0 | Life Sciences | 1.0 | 1032.0 | 3.0 | Female | 69.0 | 2.0 | 4.0 | Manufacturing Director | 4.0 | Single | 13726.0 | 10k-15k | 21829.0 | 3.0 | Y | Yes | 13.0 | 3.0 | 1.0 | 80.0 | 0.0 | 30.0 | 4.0 | 3.0 | 5.0 | 3.0 | 4.0 | 3.0 |
| 1472 | RM759 | 59.0 | 55+ | No | Travel_Rarely | 1089.0 | Sales | 1.0 | 2.0 | Technical Degree | 1.0 | 1048.0 | 2.0 | Male | 66.0 | 3.0 | 3.0 | Manager | 4.0 | Married | 11904.0 | 10k-15k | 11038.0 | 3.0 | Y | Yes | 14.0 | 3.0 | 3.0 | 80.0 | 1.0 | 14.0 | 1.0 | 1.0 | 6.0 | 4.0 | 0.0 | 4.0 |
| 1473 | RM898 | 59.0 | 55+ | No | Travel_Rarely | 326.0 | Sales | 3.0 | 3.0 | Life Sciences | 1.0 | 1254.0 | 3.0 | Female | 48.0 | 2.0 | 2.0 | Sales Executive | 4.0 | Single | 5171.0 | 5k-10k | 16490.0 | 5.0 | Y | No | 17.0 | 3.0 | 4.0 | 80.0 | 0.0 | 13.0 | 2.0 | 3.0 | 6.0 | 1.0 | 0.0 | 5.0 |
| 1474 | RM920 | 59.0 | 55+ | No | Travel_Rarely | 1429.0 | Research & Development | 18.0 | 4.0 | Medical | 1.0 | 1283.0 | 4.0 | Male | 67.0 | 3.0 | 3.0 | Manufacturing Director | 4.0 | Single | 10512.0 | 10k-15k | 20002.0 | 6.0 | Y | No | 12.0 | 3.0 | 4.0 | 80.0 | 0.0 | 25.0 | 6.0 | 2.0 | 9.0 | 7.0 | 5.0 | 4.0 |
| 1475 | RM412 | 60.0 | 55+ | No | Travel_Rarely | 422.0 | Research & Development | 7.0 | 3.0 | Life Sciences | 1.0 | 549.0 | 1.0 | Female | 41.0 | 3.0 | 5.0 | Manager | 1.0 | Married | 19566.0 | 15k+ | 3854.0 | 5.0 | Y | No | 11.0 | 3.0 | 4.0 | 80.0 | 0.0 | 33.0 | 5.0 | 1.0 | 29.0 | 8.0 | 11.0 | 10.0 |
| 1476 | RM428 | 60.0 | 55+ | No | Travel_Frequently | 1499.0 | Sales | 28.0 | 3.0 | Marketing | 1.0 | 573.0 | 3.0 | Female | 80.0 | 2.0 | 3.0 | Sales Executive | 1.0 | Married | 10266.0 | 10k-15k | 2845.0 | 4.0 | Y | No | 19.0 | 3.0 | 4.0 | 80.0 | 0.0 | 22.0 | 5.0 | 4.0 | 18.0 | 13.0 | 13.0 | 11.0 |
| 1477 | RM537 | 60.0 | 55+ | No | Travel_Rarely | 1179.0 | Sales | 16.0 | 4.0 | Marketing | 1.0 | 732.0 | 1.0 | Male | 84.0 | 3.0 | 2.0 | Sales Executive | 1.0 | Single | 5405.0 | 5k-10k | 11924.0 | 8.0 | Y | No | 14.0 | 3.0 | 4.0 | 80.0 | 0.0 | 10.0 | 1.0 | 3.0 | 2.0 | 2.0 | 2.0 | 2.0 |
| 1478 | RM880 | 60.0 | 55+ | No | Travel_Rarely | 696.0 | Sales | 7.0 | 4.0 | Marketing | 1.0 | 1233.0 | 2.0 | Male | 52.0 | 4.0 | 2.0 | Sales Executive | 4.0 | Divorced | 5220.0 | 5k-10k | 10893.0 | 0.0 | Y | Yes | 18.0 | 3.0 | 2.0 | 80.0 | 1.0 | 12.0 | 3.0 | 3.0 | 11.0 | 7.0 | 1.0 | 9.0 |
| 1479 | RM1210 | 60.0 | 55+ | No | Travel_Rarely | 370.0 | Research & Development | 1.0 | 4.0 | Medical | 1.0 | 1697.0 | 3.0 | Male | 92.0 | 1.0 | 3.0 | Healthcare Representative | 4.0 | Divorced | 10883.0 | 10k-15k | 20467.0 | 3.0 | Y | No | 20.0 | 4.0 | 3.0 | 80.0 | 1.0 | 19.0 | 2.0 | 4.0 | 1.0 | 0.0 | 0.0 | 0.0 |
| 1480 | import pandas as pandas | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
Most frequently occurring
| EmpID | Age | AgeGroup | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | SalarySlab | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | RM1461 | 29.0 | 26-35 | No | Travel_Rarely | 468.0 | Research & Development | 28.0 | 4.0 | Medical | 1.0 | 2054.0 | 4.0 | Female | 73.0 | 2.0 | 1.0 | Research Scientist | 1.0 | Single | 3785.0 | Upto 5k | 8489.0 | 1.0 | Y | No | 14.0 | 3.0 | 2.0 | 80.0 | 0.0 | 5.0 | 3.0 | 1.0 | 5.0 | 4.0 | 0.0 | 4.0 | 2 |
| 1 | RM1462 | 50.0 | 46-55 | Yes | Travel_Rarely | 410.0 | Sales | 28.0 | 3.0 | Marketing | 1.0 | 2055.0 | 4.0 | Male | 39.0 | 2.0 | 3.0 | Sales Executive | 1.0 | Divorced | 10854.0 | 10k-15k | 16586.0 | 4.0 | Y | Yes | 13.0 | 3.0 | 2.0 | 80.0 | 1.0 | 20.0 | 3.0 | 3.0 | 3.0 | 2.0 | 2.0 | 0.0 | 2 |
| 2 | RM1463 | 39.0 | 36-45 | No | Travel_Rarely | 722.0 | Sales | 24.0 | 1.0 | Marketing | 1.0 | 2056.0 | 2.0 | Female | 60.0 | 2.0 | 4.0 | Sales Executive | 4.0 | Married | 12031.0 | 10k-15k | 8828.0 | 0.0 | Y | No | 11.0 | 3.0 | 1.0 | 80.0 | 1.0 | 21.0 | 2.0 | 2.0 | 20.0 | 9.0 | 9.0 | 6.0 | 2 |
| 3 | RM1464 | 31.0 | 26-35 | No | Non-Travel | 325.0 | Research & Development | 5.0 | 3.0 | Medical | 1.0 | 2057.0 | 2.0 | Male | 74.0 | 3.0 | 2.0 | Manufacturing Director | 1.0 | Single | 9936.0 | 5k-10k | 3787.0 | 0.0 | Y | No | 19.0 | 3.0 | 2.0 | 80.0 | 0.0 | 10.0 | 2.0 | 3.0 | 9.0 | 4.0 | 1.0 | 7.0 | 2 |
| 4 | RM1468 | 27.0 | 26-35 | No | Travel_Rarely | 155.0 | Research & Development | 4.0 | 3.0 | Life Sciences | 1.0 | 2064.0 | 2.0 | Male | 87.0 | 4.0 | 2.0 | Manufacturing Director | 2.0 | Married | 6142.0 | 5k-10k | 5174.0 | 1.0 | Y | Yes | 20.0 | 4.0 | 2.0 | 80.0 | 1.0 | 6.0 | 0.0 | 3.0 | 6.0 | 2.0 | 0.0 | 3.0 | 2 |
| 5 | RM1469 | 49.0 | 46-55 | No | Travel_Frequently | 1023.0 | Sales | 2.0 | 3.0 | Medical | 1.0 | 2065.0 | 4.0 | Male | 63.0 | 2.0 | 2.0 | Sales Executive | 2.0 | Married | 5390.0 | 5k-10k | 13243.0 | 2.0 | Y | No | 14.0 | 3.0 | 4.0 | 80.0 | 0.0 | 17.0 | 3.0 | 2.0 | 9.0 | 6.0 | 0.0 | 8.0 | 2 |
| 6 | RM1470 | 34.0 | 26-35 | No | TravelRarely | 628.0 | Research & Development | 8.0 | 3.0 | Medical | 1.0 | 2068.0 | 2.0 | Male | 82.0 | 4.0 | 2.0 | Laboratory Technician | 3.0 | Married | 4404.0 | Upto 5k | 10228.0 | 2.0 | Y | No | 12.0 | 3.0 | 1.0 | 80.0 | 0.0 | 6.0 | 3.0 | 4.0 | 4.0 | 3.0 | 1.0 | 2.0 | 2 |